Acoustic Emission Signal Analysis for the Integrity Evaluation

被引:1
作者
Kek, Tomaz [1 ]
Kusic, Dragan [2 ]
Svecko, Rajko [3 ]
Hancic, Ales [2 ]
Grum, Janez [1 ]
机构
[1] Univ Ljubljana, Fac Mech Engn, Askerceva 6, Ljubljana 1000, Slovenia
[2] TECOS Slovenian Tool & Dev Ctr, Celje, Slovenia
[3] Univ Maribor, Fac Elect Engn & Comp Sci, Maribor, Slovenia
来源
STROJNISKI VESTNIK-JOURNAL OF MECHANICAL ENGINEERING | 2018年 / 64卷 / 11期
关键词
injection molding; acoustic emission; cracks; box counting method; pattern recognition; STEEL; CLASSIFICATION; PROPAGATION; PREDICTION; MECHANISMS; CONCRETE; NETWORK;
D O I
10.5545/sv-jme.2017.5154
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper presents measurements of acoustic emission (AE) signals during injection molding with resonant PZT sensors that were applied to the mold via waveguides. A polypropylene material was employed for injection molding of ISO specimens. Acoustic signals were measured during production cycles on a new mold and damaged one with cracks induced by laser surface heat treatment The mold inserts integrity description by acquired AE signal together with the fractal algorithm using box counting method is presented. Implementation of AE signal analysis based on an idea of the box-counting method in a way to divide the measured AE signals to AE signal boxes is used. To improve the capability of clustering AE data during injection process cycle. AE burst descriptors are defined. To lower computational complexity and increase performance, the feature selection method was implemented. Neural network pattern recognition of AE signals feature subsets was used for evaluation of process steps and damage detection.
引用
收藏
页码:665 / 671
页数:7
相关论文
共 29 条
  • [1] Classification of cracking mode in concrete by acoustic emission parameters
    Aggelis, Dimitrios G.
    [J]. MECHANICS RESEARCH COMMUNICATIONS, 2011, 38 (03) : 153 - 157
  • [2] Integrated Design for Fatigue Life Estimation of Structures
    Akrache, Radouane
    Lu, Jian
    [J]. STROJNISKI VESTNIK-JOURNAL OF MECHANICAL ENGINEERING, 2011, 57 (7-8): : 547 - 554
  • [3] [Anonymous], 2002, 2943 ISO
  • [4] Baensch F, 2014, THESIS
  • [5] Acoustic emission source mechanism analysis and crack length prediction during fatigue crack propagation in 16Mn steel and welds
    Cao, Jingwei
    Luo, Hongyun
    Han, Zhiyuan
    [J]. 2011 CHINESE MATERIALS CONFERENCE, 2012, 27 : 1524 - 1537
  • [6] Carboni M, 2014, J ACOUSTIC EMISSION, V32, pS1
  • [7] Modeling Acoustic Emission Signals Caused by Leakage in Pressurized Gas Pipe
    Davoodi, Saman
    Mostafapour, Amir
    [J]. JOURNAL OF NONDESTRUCTIVE EVALUATION, 2013, 32 (01) : 67 - 80
  • [8] Acoustic emission from wire ropes during proof load and fatigue testing
    Drummond, G.
    Watson, J. F.
    Acarnley, P. P.
    [J]. NDT & E INTERNATIONAL, 2007, 40 (01) : 94 - 101
  • [9] On-line damage detection on a wing panel using transmission of multisine ultrasonic waves
    Harri, Kristof
    Guillaume, Patrick
    Vanlanduit, Steve
    [J]. NDT & E INTERNATIONAL, 2008, 41 (04) : 312 - 317
  • [10] Correlation between features of acoustic emission signals and mechanical wear mechanisms
    Hase, Alan
    Mishina, Hiroshi
    Wada, Masaki
    [J]. WEAR, 2012, 292 : 144 - 150